手法を比較

	時間変動係数システムGMM	パネルシステムGMM（ブランドル・ボンド推定量）
分野	計量経済学	計量経済学
系統	Regression model	Regression model
提唱年	1998 (System GMM); TVP extensions in applied literature thereafter	1998
提唱者	Blundell & Bond (System GMM base); Cooley & Prescott (TVP framework)	Blundell & Bond (1998); Arellano & Bover (1995)
種類	Dynamic panel estimator with time-varying coefficients	GMM estimator for dynamic panel data
原典	Blundell, R., & Bond, S. (1998). Initial conditions and moment restrictions in dynamic panel data models. Journal of Econometrics, 87(1), 115–143.	Blundell, R., & Bond, S. (1998). Initial conditions and moment restrictions in dynamic panel data models. Journal of Econometrics, 87(1), 115–143.
別名	TVP System GMM, time-varying System GMM, TVP-SGMM, dynamic panel TVP estimator	System GMM, Blundell-Bond estimator, SYS-GMM, two-step System GMM
関連	6	6
概要	Time-Varying Parameter System GMM extends the Blundell-Bond System Generalized Method of Moments estimator to allow regression coefficients to change over time. By combining the instrument-based correction for dynamic endogeneity with a time-varying coefficient structure, the method captures both the persistence of the lagged dependent variable and structural shifts in the effect of regressors across periods.	Panel System GMM is a two-equation GMM estimator for dynamic panel data that stacks the differenced equation (using lagged levels as instruments) with the levels equation (using lagged differences as instruments). Developed by Blundell and Bond (1998) on the foundation of Arellano and Bover (1995), it is the preferred tool when the lagged dependent variable is highly persistent or individual effects are large.